Discover Awesome MCP Servers

NTV Scaffolding MCP Server

Enables AI assistants to discover, understand, and generate code for NTV Scaffolding Angular components, including documentation lookup, template generation, and complete component file scaffolding.

OpenShift OVN-Kubernetes Benchmark MCP Server

Enables comprehensive benchmarking and performance monitoring of OpenShift clusters using OVN-Kubernetes networking through automated data collection, AI-powered analysis, and report generation. Provides intelligent insights into cluster performance, bottleneck detection, and optimization recommendations.

TwinCAT Validator MCP Server

An MCP server for validating, auto-fixing, and scaffolding TwinCAT 3 XML files using deterministic code quality tools and IEC 61131-3 OOP checks. It enables AI assistants to perform structural validation, apply safe fixes, and generate canonical code skeletons for industrial automation projects.

AINative ZeroDB MCP Server

Provides AI assistants with vector search and persistent memory capabilities using ZeroDB. Enables storing and retrieving context across sessions, semantic document search, and analytics through natural language interactions.

Claude Data Buddy

Enables conversational analysis of CSV and Parquet files through natural language, providing statistics, summaries, data type information, and comprehensive multi-step data analysis.

Cloud IoT API MCP Server

A Multi-Agent Conversation Protocol server that provides an interface to Google's Cloud IoT API, allowing agents to interact with and manage IoT devices and registries through natural language.

MCP Web Scraper Server

An advanced web search and scraping server that enables AI models to perform targeted DuckDuckGo searches and extract clean content, tables, and metadata from webpages. It provides specialized tools for news discovery, link extraction, and comprehensive search-and-scrape workflows.

TAKO MCP Server for Okta

Enables AI assistants to securely query and manage Okta resources for IAM and security administration. It supports dual-mode operation for standard tool interaction or autonomous agent workflows with sandboxed code execution.

Laravel AI MCP Server

Provides AI assistants with direct access to Laravel documentation, coding rules, and implementation templates stored locally. It enables searching documentation, retrieving design system guides, and accessing domain-specific code examples to streamline Laravel development.

TxtAI MCP Server

txtai là một cơ sở dữ liệu embedding tất cả trong một cho tìm kiếm ngữ nghĩa, điều phối LLM và quy trình làm việc của mô hình ngôn ngữ. Tất cả các chức năng có thể được cung cấp thông qua API của nó và API hỗ trợ MCP. Tài liệu: https://neuml.github.io/txtai/api/mcp/

QuickBooks Time MCP Server

Cung cấp quyền truy cập thống nhất vào các chức năng của QuickBooks Time API. Máy chủ này hợp nhất nhiều dịch vụ QuickBooks Time vào một giao diện duy nhất, hiệu quả.

BOJ MCP Server

Enables AI assistants to access solved.ac user profiles and search Baekjoon Online Judge problems by difficulty, tags, and keywords through the solved.ac API.

Tesla MCP Server

Enables control and monitoring of Tesla vehicles through the Tessie API, providing access to vehicle state (battery, location, climate) and commands (lock/unlock, climate control, navigation) with support for both local and Cloudflare Worker deployment.

CVE MCP Server

Provides conversational access to a local CVE (Common Vulnerabilities and Exposures) database, enabling natural language queries to search vulnerabilities, retrieve detailed CVE information, and view security statistics.

AlibabaCloud DevOps MCP Server

Enables AI assistants to interact with Alibaba Cloud Yunxiao DevOps platform for managing projects, code repositories, work items, pipelines, deployments, and testing workflows through comprehensive organization, development, and delivery tools.

Geodb Cities MCP Server

Provides access to the GeoDB Cities API for retrieving global geographic data including city details, populations, and local time. It enables users to find nearby locations, calculate distances between places, and browse administrative divisions across countries.

Airtable MCP Server

Provides comprehensive access to the Airtable Web API, enabling AI assistants to create and manage bases, tables, fields, records, views, and webhooks with support for 25+ field types, batch operations, and enterprise features.

News MCP Server for VnExpress

Enables AI agents to interact with VnExpress news content through RSS feeds, advanced search with filters, and clean article text extraction for Vietnamese news consumption.

mcp-deep-research

Một máy chủ MCP được thiết kế cho nghiên cứu chuyên sâu triển khai cục bộ.

Remember-Memory

An implementation of a classification-based persistent memory system that enables Claude to store and retrieve classified memory information across chat sessions

Ignition MCP Server

Enables AI assistants to interact with Inductiveautomation's Ignition SCADA/MES platform through its REST API. Provides 45+ tools for gateway management, project operations, backup handling, log analysis, and license activation.

NiiVue MCP Server

Provides fast lexical and optional semantic search over NiiVue neuroimaging visualization library documentation and API reference. Enables LLMs to query guides, retrieve API documentation from TypeScript source, and access structured information through cached BM25 and embedding-based search.

Ultimate MCP Coding Platform

Turns any LLM into a coding co-pilot with production-ready MCP server providing lint, test, execution, generation, and graph tools. Features Neo4j persistence, OpenAI Agent integration, REST API, and React frontend for comprehensive code development assistance.

bilibili_mcp_server_full

Máy chủ MCP Bilibili dễ cài đặt.

ccontext

Provides AI agents with persistent execution context across sessions through local YAML files, enabling shared memory, task tracking, milestone management, and context hygiene for single or multi-agent workflows.

task

một máy chủ MCP để hiển thị định dạng dữ liệu cho việc chuyển đổi các tác vụ thành hành động môi trường

MCP_Testing

Kiểm tra các máy chủ MCP bằng Rust

Design Patterns MCP Server

Provides intelligent design pattern recommendations using semantic search through a comprehensive catalog of 200+ patterns across 20 categories. Users can describe programming problems in natural language to discover appropriate design patterns with contextual recommendations.

MeSH MCP

Connects Claude to the U.S. National Library of Medicine MeSH APIs to search and retrieve medical authority data, descriptors, and qualifiers. It enables library and metadata staff to perform subject analysis and confirm terminology within an AI-assisted cataloging workflow.

Twitter/X MCP Server

Enables AI agents to interact with Twitter/X through Playwright browser automation without requiring an official API key. It provides tools for posting content, searching tweets, reading feeds, and managing social interactions like follows and likes.